Optimization and Algorithms in Sparse Regression: Screening Rules, Coordinate Descent, and Normalization

Project: Dissertation

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  • 2023

    Coordinate Descent for SLOPE

    Larsson, J., Klopfenstein, Q., Massias, M. & Wallin, J., 2023, Proceedings of the 26th international conference on artificial intelligence and statistics. Ruiz, F., Dy, J. & van de Meent, J-W. (eds.). Vol. 206. p. 4802-4821 20 p. (Proceedings of Machine Learning Research).

    Research output: Chapter in Book/Report/Conference proceedingPaper in conference proceedingpeer-review

  • 2022

    Benchopt: Reproducible, efficient and collaborative optimization benchmarks

    Moreau, T., Massias, M., Gramfort, A., Ablin, P., Bannier, P. A., Charlier, B., Dagréou, M., la Tour, T. D., Durif, G., Dantas, C. F., Klopfenstein, Q., Larsson, J., Lai, E., Lefort, T., Malézieux, B., Moufad, B., Nguyen, B. T., Rakotomamonjy, A., Ramzi, Z., Salmon, J., & 1 othersVaiter, S., 2022 Dec 6, Advances in Neural Information Processing Systems 35 - 36th Conference on Neural Information Processing Systems, NeurIPS 2022. Koyejo, S., Mohamed, S., Agarwal, A., Belgrave, D., Cho, K. & Oh, A. (eds.). Curran Associates, Inc, p. 25404-25421 (Advances in Neural Information Processing Systems; vol. 35).

    Research output: Chapter in Book/Report/Conference proceedingPaper in conference proceedingpeer-review

  • The Hessian Screening Rule

    Larsson, J. & Wallin, J., 2022 Dec 6, Advances in Neural Information Processing Systems. Koyejo, S., Mohamed, S., Agarwal, A., Belgrave, D., Cho, K. & Oh, A. (eds.). Curran Associates, Inc, Vol. 35. p. 25404-25421 (Advances in Neural Information Processing Systems; vol. 35).

    Research output: Chapter in Book/Report/Conference proceedingPaper in conference proceedingpeer-review

  • 2021

    Look-Ahead Screening Rules for the Lasso

    Larsson, J., 2021 Sept 6, 22nd European young statisticians meeting - proceedings. Makridis, A., Milienos, F. S., Papastamoulis, P., Parpoula, C. & Rakitzis, A. (eds.). Panteion University of Social and Political Sciences, p. 61-65 5 p.

    Research output: Chapter in Book/Report/Conference proceedingPaper in conference proceedingpeer-review

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